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Information Extraction

3209 directly classified papers

Papers per year

Papers

Semantic Outlier Removal with Embedding Models and LLMs ACL 2025
ODDA: An OODA-Driven Diverse Data Augmentation Framework for Low-Resource Relation Extraction ACL 2025
Boosting Text-to-SQL through Multi-grained Error Identification COLING 2025
MedQwen-PE: Medical Qwen for Parameter-Efficient Multilingual Patient-Centric Summarization, Question Answering and Information Extraction IJCNLP 2025
Multilingual Clinical Dialogue Summarization and Information Extraction with Qwen-1.5B LoRA IJCNLP 2025
CodeTaxo: Enhancing Taxonomy Expansion with Limited Examples via Code Language Prompts ACL 2025
Fusion meets Function: The Adaptive Selection-Generation Approach in Event Argument Extraction COLING 2025
A Survey of Generative Information Extraction COLING 2025
Information Extraction from Visually Rich Documents using LLM-based Organization of Documents into Independent Textual Segments ACL 2025
Agnus LLM: Robust and Flexible Entity Disambiguation with decoder-only Language Models IJCNLP 2025
GLTW: Joint Improved Graph Transformer and LLM via Three-Word Language for Knowledge Graph Completion ACL 2025
Instruction-Tuning LLMs for Event Extraction with Annotation Guidelines ACL 2025
Entangled Relations: Leveraging NLI and Meta-analysis to Enhance Biomedical Relation Extraction NAACL 2025
A Unified Taxonomy-Guided Instruction Tuning Framework for Entity Set Expansion and Taxonomy Expansion ACL 2025
A Survey on LLM-Assisted Clinical Trial Recruitment IJCNLP 2025
Harnessing Large Language Models for Disaster Management: A Survey ACL 2025
Are LLMs Good for Semantic Role Labeling via Question Answering?: A Preliminary Analysis IJCNLP 2025
Cascading Large Language Models for Salient Event Graph Generation NAACL 2025
Extracting Numeric Assertions from Text IJCNLP 2025
Overview of the 1st Workshop on NLP for Empowering Justice IJCNLP 2025
MedPath: Multi-Domain Cross-Vocabulary Hierarchical Paths for Biomedical Entity Linking IJCNLP 2025
Improving Data Annotation for Low-Resource Relation Extraction with Logical Rule-Augmented Collaborative Language Models NAACL 2025
Spatial relation marking across languages: extraction, evaluation, analysis ACL 2025
A Hybrid LLM and Supervised Model Pipeline for Polymer Property Extraction from Tables in Scientific Literature IJCNLP 2025
Advacheck at SemEval-2025 Task 3: Combining NER and RAG to Spot Hallucinations in LLM Answers ACL 2025